ABSTRACT
PURPOSE OF REVIEW: This review explores the current applications of artificial intelligence (AI) in the field of pain medicine with a focus on machine learning. RECENT FINDINGS: Utilizing a literature search conducted through the PubMed database, several current trends were identified, including the use of AI as a tool for diagnostics, predicting pain progression, predicting treatment response, and performance of therapy and pain management. Results of these studies show promise for the improvement of patient outcomes. Current gaps in the research and subsequent directions for future study involve AI in optimizing and improving nerve stimulation and more thoroughly predicting patients' responses to treatment.
Subject(s)
Analgesics , Artificial Intelligence , Humans , Pain Management , Pain/diagnosisABSTRACT
PURPOSE OF REVIEW: Chronic venous insufficiency is found to some extent in a large proportion of the world's population, especially in the elderly and obese. Despite its prevalence, little research has been pursued into this pathology when compared to similarly common conditions. Pain is often the presenting symptom of chronic venous insufficiency and has significant deleterious effects on quality of life. This manuscript will describe the development of pain in chronic venous insufficiency, and will also review both traditional methods of pain management and novel advances in both medical and surgical therapy for this disease. RECENT FINDINGS: Pain in chronic venous insufficiency is a common complication which remains poorly correlated in recent studies with the clinically observable extent of disease. Although lifestyle modification remains the foundation of treatment for pain associated with chronic venous sufficiency, compression devices and various pharmacologic agents have emerged as safe and effective treatments for pain in these patients. In patients for whom these measures are insufficient, recently developed minimally invasive vascular surgical techniques have been shown to reduce postsurgical complications and recovery time, although additional research is necessary to characterize long-term outcomes of these procedures. This review discusses the latest findings concerning the pathophysiology of pain in chronic venous insufficiency, conservative and medical management, and surgical strategies for pain relief, including minimally invasive treatment strategies.
Subject(s)
Asthma/drug therapy , Delivery of Health Care/organization & administration , Hospitals, Chronic Disease , Outpatient Clinics, Hospital , Adolescent , Adult , Child , Delivery of Health Care/statistics & numerical data , Emergency Service, Hospital/statistics & numerical data , Female , Georgia , Hospitals, Chronic Disease/statistics & numerical data , Hospitals, Public/statistics & numerical data , Humans , Insurance Claim Review , Male , Middle Aged , Organizational Case Studies , Outpatient Clinics, Hospital/statistics & numerical data , Young AdultABSTRACT
Perioperative regional anesthetic and analgesic techniques have evolved considerably over the past four decades. Perhaps, the most impressive development in recent years has been the rapid adoption and widespread utilization of ultrasound (US) guidance to perform targeted delivery of local anesthetics and catheters in a consistent manner for postoperative pain control. This article briefly reviews the history of US in regional anesthesia and perioperative analgesia, the evidence basis for this practice, the clinical application of novel techniques and imaging modalities, and possible future technology and research directions.